{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
Using \"City of Melbourne Population Forecasts by Small Area 2021-2041\" dataset we will look at the forecasted population growth based on various features like location, year and value. This will help us understand what has been forecasted population growth in particular locations for particular years and the value of the growth in those areas. Using \"City Circle tram stops\" dataset we will look into the existing tram stops based on the locations where they exist. This will give us an insight into the number of tram stops in particular location. Using geolocation we can visualize the exact location of these tram stops to aid us into pointing out potential locations for future tram stops. Using \"Bus stops\" dataset we can see the location of bus stops within Melbourne city, thsi data can aid us to understand the existing number of bus stops in particular locations and if there are need for any more in the future due to the growth in the population. Dataset \"Metro Train Stations with accessibility information\" gives information about the number of metro stations in various location in Melborune city. This dataset also contains the geolocations of the existing metro stations and using this we can predict if more metro stations will be needed in the future due to the growth in population. The initial approach would be to get the basic information about the dataset and understand the features within each dataset. Later figuring out which features are necessary and discarding the rest that are uncessary and only add to the number of dimensionality of the data. Once the features are understood, the goal will be to clean and remove null values with appropriate tools and techniques. After cleaning, a initial basic visualition to understand the overall distributions of the featues and finding out any correlations amongst them. Finally, using machine learning models to predict the number of transportation services that might be needed to aid the population growth within the city in particular locations. Potenitally, using PowerBI to the convey insights to the stakeholders/business owners/policy makers to help them understand the rise in population and their need for public transportation services, thus helping them plan for such resources beforehand.
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This part will focus on importing necessary libraries that will be used throughout this usecase. All libraries are imported in one block for ease and code cleanliness
\n" ] }, { "cell_type": "code", "execution_count": 2503, "metadata": {}, "outputs": [], "source": [ "import numpy as np \n", "import pandas as pd \n", "import matplotlib.pyplot as plt \n", "import seaborn as sns \n", "import requests\n", "import pandas as pd \n", "from geopy.geocoders import ArcGIS\n", "from geopy.geocoders import Nominatim \n", "import folium\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.metrics import mean_squared_error, r2_score \n", "from statsmodels.tsa.stattools import adfuller\n", "from statsmodels.tsa.arima.model import ARIMA\n", "from sklearn.cluster import DBSCAN\n", "from sklearn.metrics import silhouette_score as ss\n", "import haversine as hs\n", "\n", "import warnings\n", "from geopy.distance import geodesic\n", "warnings.filterwarnings('ignore')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following code blocks will collect data from the city of melbourne without the API key.
" ] }, { "cell_type": "code", "execution_count": 2504, "metadata": {}, "outputs": [], "source": [ "\n", "# function to collect data \n", "def collect_data(dataset_id):\n", " base_url = 'https://data.melbourne.vic.gov.au/api/explore/v2.1/catalog/datasets/'\n", " dataset_id = dataset_id\n", " format='csv'\n", "\n", " url = f'{base_url}{dataset_id}/exports/{format}'\n", " params = {\n", " 'select': '*', \n", " 'limit' : -1, \n", " 'lang' : 'en', \n", " 'timezone' : 'UTC' \n", " }\n", "\n", " response = requests.get(url,params=params)\n", "\n", " if response.status_code ==200:\n", " url_content = response.content.decode('utf-8')\n", " dataset = pd.read_csv(StringIO(url_content), delimiter=';')\n", " return dataset\n", " else:\n", " print(f\"Request failed with status code: {response.status_code}\")\n" ] }, { "cell_type": "code", "execution_count": 2505, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "17052\n" ] }, { "data": { "text/html": [ "| \n", " | geography | \n", "year | \n", "gender | \n", "age | \n", "value | \n", "
|---|---|---|---|---|---|
| 0 | \n", "City of Melbourne | \n", "2022 | \n", "Female | \n", "Age 0-4 | \n", "2212.0 | \n", "
| 1 | \n", "City of Melbourne | \n", "2024 | \n", "Female | \n", "Age 0-4 | \n", "2818.0 | \n", "
| 2 | \n", "City of Melbourne | \n", "2029 | \n", "Female | \n", "Age 0-4 | \n", "4310.0 | \n", "
| 3 | \n", "City of Melbourne | \n", "2031 | \n", "Female | \n", "Age 0-4 | \n", "4736.0 | \n", "
| 4 | \n", "City of Melbourne | \n", "2032 | \n", "Female | \n", "Age 0-4 | \n", "4931.0 | \n", "
| \n", " | geo_point_2d | \n", "geo_shape | \n", "name | \n", "xorg | \n", "stop_no | \n", "mccid_str | \n", "xsource | \n", "xdate | \n", "mccid_int | \n", "
|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "-37.81922319307822, 144.9614014008424 | \n", "{\"coordinates\": [144.9614014008424, -37.819223... | \n", "Market Street / Flinders Street | \n", "GIS Team | \n", "3 | \n", "NaN | \n", "Mapbase | \n", "2011-10-18 | \n", "3 | \n", "
| 1 | \n", "-37.821539117626855, 144.95356912978238 | \n", "{\"coordinates\": [144.95356912978238, -37.82153... | \n", "Victoria Police Centre / Flinders Street | \n", "GIS Team | \n", "D6 | \n", "NaN | \n", "Mapbase | \n", "2011-10-18 | \n", "6 | \n", "
| 2 | \n", "-37.815426586135686, 144.94512063442602 | \n", "{\"coordinates\": [144.94512063442602, -37.81542... | \n", "Central Pier / Harbour Esplanade | \n", "GIS Team | \n", "D2 | \n", "NaN | \n", "Mapbase | \n", "2011-10-18 | \n", "10 | \n", "
| \n", " | geo_point_2d | \n", "geo_shape | \n", "prop_id | \n", "addresspt1 | \n", "addressp_1 | \n", "asset_clas | \n", "asset_type | \n", "objectid | \n", "str_id | \n", "addresspt | \n", "asset_subt | \n", "model_desc | \n", "mcc_id | \n", "roadseg_id | \n", "descriptio | \n", "model_no | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "-37.80384165792465, 144.93239283833262 | \n", "{\"coordinates\": [144.93239283833262, -37.80384... | \n", "0 | \n", "76.819824 | \n", "357 | \n", "Signage | \n", "Sign - Public Transport | \n", "355 | \n", "1235255 | \n", "570648 | \n", "NaN | \n", "Sign - Public Transport 1 Panel | \n", "1235255 | \n", "21673 | \n", "Sign - Public Transport 1 Panel Bus Stop Type 13 | \n", "P.16 | \n", "
| 1 | \n", "-37.81548699581418, 144.9581794249902 | \n", "{\"coordinates\": [144.9581794249902, -37.815486... | \n", "0 | \n", "21.561304 | \n", "83 | \n", "Signage | \n", "Sign - Public Transport | \n", "600 | \n", "1231226 | \n", "548056 | \n", "NaN | \n", "Sign - Public Transport 1 Panel | \n", "1231226 | \n", "20184 | \n", "Sign - Public Transport 1 Panel Bus Stop Type 8 | \n", "P.16 | \n", "
| 2 | \n", "-37.81353897396532, 144.95728334230756 | \n", "{\"coordinates\": [144.95728334230756, -37.81353... | \n", "0 | \n", "42.177187 | \n", "207 | \n", "Signage | \n", "Sign - Public Transport | \n", "640 | \n", "1237092 | \n", "543382 | \n", "NaN | \n", "Sign - Public Transport 1 Panel | \n", "1237092 | \n", "20186 | \n", "Sign - Public Transport 1 Panel Bus Stop Type 8 | \n", "P.16 | \n", "
| \n", " | geo_point_2d | \n", "geo_shape | \n", "he_loop | \n", "lift | \n", "pids | \n", "station | \n", "
|---|---|---|---|---|---|---|
| 0 | \n", "-37.77839599999999, 145.031251 | \n", "{\"coordinates\": [145.031251, -37.7783959999999... | \n", "No | \n", "No | \n", "Dot Matrix | \n", "Alphington | \n", "
| 1 | \n", "-37.86724899999996, 144.830604 | \n", "{\"coordinates\": [144.830604, -37.8672489999999... | \n", "No | \n", "No | \n", "LCD | \n", "Altona | \n", "
| 2 | \n", "-37.761897999999974, 144.96056099999998 | \n", "{\"coordinates\": [144.96056099999998, -37.76189... | \n", "No | \n", "No | \n", "No | \n", "Anstey | \n", "
Initial preprocessing to handle null values, outliers, filling values and removing unecessary features/observations.
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only need for Population, bus and tram dataset. No null values in metro dataset.
\n", "Population dataset \n", "| \n", " | geo_point_2d | \n", "geo_shape | \n", "name | \n", "xorg | \n", "stop_no | \n", "xsource | \n", "xdate | \n", "mccid_int | \n", "
|---|---|---|---|---|---|---|---|---|
| 0 | \n", "-37.81922319307822, 144.9614014008424 | \n", "{\"coordinates\": [144.9614014008424, -37.819223... | \n", "Market Street / Flinders Street | \n", "GIS Team | \n", "3 | \n", "Mapbase | \n", "2011-10-18 | \n", "3 | \n", "
| 1 | \n", "-37.821539117626855, 144.95356912978238 | \n", "{\"coordinates\": [144.95356912978238, -37.82153... | \n", "Victoria Police Centre / Flinders Street | \n", "GIS Team | \n", "D6 | \n", "Mapbase | \n", "2011-10-18 | \n", "6 | \n", "
| 2 | \n", "-37.815426586135686, 144.94512063442602 | \n", "{\"coordinates\": [144.94512063442602, -37.81542... | \n", "Central Pier / Harbour Esplanade | \n", "GIS Team | \n", "D2 | \n", "Mapbase | \n", "2011-10-18 | \n", "10 | \n", "
| 3 | \n", "-37.813414856197724, 144.94137823870162 | \n", "{\"coordinates\": [144.94137823870162, -37.81341... | \n", "New Quay Promenade / Docklands Drive | \n", "GIS Team | \n", "D10 | \n", "Mapbase | \n", "2011-10-18 | \n", "11 | \n", "
| 4 | \n", "-37.814591782869805, 144.94655055842398 | \n", "{\"coordinates\": [144.94655055842398, -37.81459... | \n", "Etihad Statium / La Trobe Street | \n", "GIS Team | \n", "D1 | \n", "Mapbase | \n", "2011-10-18 | \n", "13 | \n", "
Population dataset
\n", "| \n", " | geography | \n", "year | \n", "value | \n", "
|---|---|---|---|
| 5620 | \n", "City of Melbourne | \n", "2021 | \n", "153674.0 | \n", "
| 5621 | \n", "City of Melbourne | \n", "2025 | \n", "178786.0 | \n", "
| 5622 | \n", "City of Melbourne | \n", "2028 | \n", "213048.0 | \n", "
| 5623 | \n", "City of Melbourne | \n", "2029 | \n", "223062.0 | \n", "
| 5624 | \n", "City of Melbourne | \n", "2033 | \n", "257702.0 | \n", "
| 5625 | \n", "City of Melbourne | \n", "2038 | \n", "291496.0 | \n", "
| 5626 | \n", "City of Melbourne | \n", "2040 | \n", "302903.0 | \n", "
| 5627 | \n", "Carlton | \n", "2026 | \n", "20743.0 | \n", "
| 5628 | \n", "Carlton | \n", "2027 | \n", "21679.0 | \n", "
| 5629 | \n", "Carlton | \n", "2031 | \n", "26375.0 | \n", "
Scaling population dataset so that the values are between the 0 to 1
" ] }, { "cell_type": "code", "execution_count": 2527, "metadata": {}, "outputs": [ { "data": { "text/html": [ "| \n", " | geography | \n", "year | \n", "value | \n", "
|---|---|---|---|
| 5620 | \n", "City of Melbourne | \n", "2021 | \n", "0.498634 | \n", "
| 5621 | \n", "City of Melbourne | \n", "2025 | \n", "0.580116 | \n", "
| 5622 | \n", "City of Melbourne | \n", "2028 | \n", "0.691288 | \n", "
| 5623 | \n", "City of Melbourne | \n", "2029 | \n", "0.723781 | \n", "
| 5624 | \n", "City of Melbourne | \n", "2033 | \n", "0.836179 | \n", "
Code to convert the names of locations into their corrsponding longitude and latitude
" ] }, { "cell_type": "code", "execution_count": 2529, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "City of Melbourne, Victoria, Australia\n", "Carlton, Melbourne, City of Melbourne, Victoria, 3053, Australia\n", "Docklands, Melbourne, City of Melbourne, Victoria, 3008, Australia\n", "East Melbourne, Melbourne, City of Melbourne, Victoria, 3002, Australia\n", "Kensington, Bellair Street, Kensington, Melbourne, City of Melbourne, Victoria, 3031, Australia\n", "Melbourne, City of Melbourne, Victoria, Australia\n", "NOT FOUND : Melbourne (Remainder),Victoria, Australia\n", "North Melbourne, Dryburgh Street, West Melbourne, Melbourne, City of Melbourne, Victoria, 3003, Australia\n", "Parkville, Melbourne, City of Melbourne, Victoria, 3052, Australia\n", "Port Melbourne, Melbourne, City of Port Phillip, Victoria, 3207, Australia\n", "South Yarra, Melbourne, City of Stonnington, Victoria, 3141, Australia\n", "Southbank, Melbourne, City of Melbourne, Victoria, 3006, Australia\n", "Australia Post Sunshine West PDC, 42, Industrial Drive, Sunshine West, Melbourne, City of Brimbank, Victoria, 3020, Australia\n", "NOT FOUND : West Melbourne (Residential),Victoria, Australia\n" ] } ], "source": [ "# this code takes too long and consumes resources if unique() is removed\n", "\n", "\n", "location = Nominatim(user_agent=\"Geopy Library\")\n", "\n", "main = {} # the main list that collects latititude and longitude\n", "\n", "for city in pop.geography.unique():\n", " city = str(city)\n", "\n", " try:\n", " city = str(city) + \",Victoria, Australia\" \n", " getLoc = location.geocode(city)\n", " main[city] = (getLoc.latitude,getLoc.longitude)\n", " # longitude.append(getLoc.longitude)\n", " print(getLoc.address)\n", " except:\n", " main[city] = (None, None)\n", " print(f\"NOT FOUND : {city}\")\n", " pass\n" ] }, { "cell_type": "code", "execution_count": 2530, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'City of Melbourne,Victoria, Australia': (-37.8123825, 144.94826486608156),\n", " 'Carlton,Victoria, Australia': (-37.8004228, 144.9684343),\n", " 'Docklands,Victoria, Australia': (-37.8175423, 144.9394923),\n", " 'East Melbourne,Victoria, Australia': (-37.812498, 144.9858851),\n", " 'Kensington,Victoria, Australia': (-37.7939378, 144.9305645),\n", " 'Melbourne (CBD),Victoria, Australia': (-37.8141705, 144.9655616),\n", " 'Melbourne (Remainder),Victoria, Australia': (None, None),\n", " 'North Melbourne,Victoria, Australia': (-37.8076092, 144.9423514),\n", " 'Parkville,Victoria, Australia': (-37.7871148, 144.9515533),\n", " 'Port Melbourne,Victoria, Australia': (-37.8333613, 144.9219203),\n", " 'South Yarra,Victoria, Australia': (-37.8377695, 144.9918537),\n", " 'Southbank,Victoria, Australia': (-37.8253618, 144.9640203),\n", " 'West Melbourne (Industrial),Victoria, Australia': (-37.8083671,\n", " 144.81306234897477),\n", " 'West Melbourne (Residential),Victoria, Australia': (None, None)}" ] }, "execution_count": 2530, "metadata": {}, "output_type": "execute_result" } ], "source": [ "main" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tram dataset
\n", "| \n", " | geo_point_2d | \n", "geo_shape | \n", "name | \n", "
|---|---|---|---|
| 0 | \n", "-37.81922319307822, 144.9614014008424 | \n", "{\"coordinates\": [144.9614014008424, -37.819223... | \n", "Market Street / Flinders Street | \n", "
| 1 | \n", "-37.821539117626855, 144.95356912978238 | \n", "{\"coordinates\": [144.95356912978238, -37.82153... | \n", "Victoria Police Centre / Flinders Street | \n", "
| 2 | \n", "-37.815426586135686, 144.94512063442602 | \n", "{\"coordinates\": [144.94512063442602, -37.81542... | \n", "Central Pier / Harbour Esplanade | \n", "
| 3 | \n", "-37.813414856197724, 144.94137823870162 | \n", "{\"coordinates\": [144.94137823870162, -37.81341... | \n", "New Quay Promenade / Docklands Drive | \n", "
| 4 | \n", "-37.814591782869805, 144.94655055842398 | \n", "{\"coordinates\": [144.94655055842398, -37.81459... | \n", "Etihad Statium / La Trobe Street | \n", "
| 5 | \n", "-37.812487918072826, 144.95393532833103 | \n", "{\"coordinates\": [144.95393532833103, -37.81248... | \n", "King Street / La Trobe Street | \n", "
| 6 | \n", "-37.8081489607039, 144.96879323779422 | \n", "{\"coordinates\": [144.96879323779422, -37.80814... | \n", "Exhibition Street / La Trobe Street | \n", "
| 7 | \n", "-37.81538859129167, 144.97453393804187 | \n", "{\"coordinates\": [144.97453393804187, -37.81538... | \n", "Spring Street / Flinders Street | \n", "
| 8 | \n", "-37.81614537491179, 144.97196946163052 | \n", "{\"coordinates\": [144.97196946163052, -37.81614... | \n", "Exhibition Street / Flinders Street | \n", "
| 9 | \n", "-37.82023778673241, 144.95786314283018 | \n", "{\"coordinates\": [144.95786314283018, -37.82023... | \n", "Melbourne Aquarium / Flinders Street | \n", "
| \n", " | stop_name | \n", "lat_tram | \n", "lon_tram | \n", "
|---|---|---|---|
| 0 | \n", "Market Street / Flinders Street | \n", "-37.819223 | \n", "144.961401 | \n", "
| 1 | \n", "Victoria Police Centre / Flinders Street | \n", "-37.821539 | \n", "144.953569 | \n", "
| 2 | \n", "Central Pier / Harbour Esplanade | \n", "-37.815427 | \n", "144.945121 | \n", "
| 3 | \n", "New Quay Promenade / Docklands Drive | \n", "-37.813415 | \n", "144.941378 | \n", "
| 4 | \n", "Etihad Statium / La Trobe Street | \n", "-37.814592 | \n", "144.946551 | \n", "
| 5 | \n", "King Street / La Trobe Street | \n", "-37.812488 | \n", "144.953935 | \n", "
| 6 | \n", "Exhibition Street / La Trobe Street | \n", "-37.808149 | \n", "144.968793 | \n", "
| 7 | \n", "Spring Street / Flinders Street | \n", "-37.815389 | \n", "144.974534 | \n", "
| 8 | \n", "Exhibition Street / Flinders Street | \n", "-37.816145 | \n", "144.971969 | \n", "
| 9 | \n", "Melbourne Aquarium / Flinders Street | \n", "-37.820238 | \n", "144.957863 | \n", "
Bus dataset
\n", "| \n", " | geo_point_2d | \n", "geo_shape | \n", "
|---|---|---|
| 0 | \n", "-37.80384165792465, 144.93239283833262 | \n", "{\"coordinates\": [144.93239283833262, -37.80384... | \n", "
| 1 | \n", "-37.81548699581418, 144.9581794249902 | \n", "{\"coordinates\": [144.9581794249902, -37.815486... | \n", "
| 2 | \n", "-37.81353897396532, 144.95728334230756 | \n", "{\"coordinates\": [144.95728334230756, -37.81353... | \n", "
| 3 | \n", "-37.82191394843844, 144.95539345270072 | \n", "{\"coordinates\": [144.95539345270072, -37.82191... | \n", "
| 4 | \n", "-37.83316401267591, 144.97443745130263 | \n", "{\"coordinates\": [144.97443745130263, -37.83316... | \n", "
| 5 | \n", "-37.79436108568101, 144.92998424529242 | \n", "{\"coordinates\": [144.92998424529242, -37.79436... | \n", "
| 6 | \n", "-37.817452093555325, 144.96168480565794 | \n", "{\"coordinates\": [144.96168480565794, -37.81745... | \n", "
| 7 | \n", "-37.82146476463953, 144.9303191551562 | \n", "{\"coordinates\": [144.9303191551562, -37.821464... | \n", "
| 8 | \n", "-37.837547087144706, 144.98191138368836 | \n", "{\"coordinates\": [144.98191138368836, -37.83754... | \n", "
| 9 | \n", "-37.812490976626215, 144.95370614040704 | \n", "{\"coordinates\": [144.95370614040704, -37.81249... | \n", "
| \n", " | lat_bus | \n", "lon_bus | \n", "
|---|---|---|
| 0 | \n", "-37.803842 | \n", "144.932393 | \n", "
| 1 | \n", "-37.815487 | \n", "144.958179 | \n", "
| 2 | \n", "-37.813539 | \n", "144.957283 | \n", "
| 3 | \n", "-37.821914 | \n", "144.955393 | \n", "
| 4 | \n", "-37.833164 | \n", "144.974437 | \n", "
| 5 | \n", "-37.794361 | \n", "144.929984 | \n", "
| 6 | \n", "-37.817452 | \n", "144.961685 | \n", "
| 7 | \n", "-37.821465 | \n", "144.930319 | \n", "
| 8 | \n", "-37.837547 | \n", "144.981911 | \n", "
| 9 | \n", "-37.812491 | \n", "144.953706 | \n", "
Metro dataset
\n", "| \n", " | station_name | \n", "lat_metro | \n", "lon_metro | \n", "
|---|---|---|---|
| 0 | \n", "Alphington | \n", "-37.778396 | \n", "145.031251 | \n", "
| 1 | \n", "Altona | \n", "-37.867249 | \n", "144.830604 | \n", "
| 2 | \n", "Anstey | \n", "-37.761898 | \n", "144.960561 | \n", "
| 3 | \n", "Auburn | \n", "-37.822411 | \n", "145.045617 | \n", "
| 4 | \n", "Batman | \n", "-37.733459 | \n", "144.962747 | \n", "
| 5 | \n", "Beaconsfield | \n", "-38.050928 | \n", "145.366045 | \n", "
| 6 | \n", "Bell | \n", "-37.745568 | \n", "145.000181 | \n", "
| 7 | \n", "Berwick | \n", "-38.039681 | \n", "145.344973 | \n", "
| 8 | \n", "Box Hill | \n", "-37.819274 | \n", "145.121800 | \n", "
| 9 | \n", "Burwood | \n", "-37.851351 | \n", "145.080368 | \n", "
The following code blocks will briefly visualize the information in our dataset. This is just a initial visualization to understand the overall pattern in our data.
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Population dataset \n" ] }, { "cell_type": "code", "execution_count": 2542, "metadata": {}, "outputs": [ { "data": { "text/html": [ "| \n", " | geography | \n", "year | \n", "value | \n", "
|---|---|---|---|
| 5620 | \n", "City of Melbourne | \n", "2021 | \n", "0.498634 | \n", "
| 5621 | \n", "City of Melbourne | \n", "2025 | \n", "0.580116 | \n", "
| 5622 | \n", "City of Melbourne | \n", "2028 | \n", "0.691288 | \n", "
| 5623 | \n", "City of Melbourne | \n", "2029 | \n", "0.723781 | \n", "
| 5624 | \n", "City of Melbourne | \n", "2033 | \n", "0.836179 | \n", "
| \n", " | geography | \n", "city_lat | \n", "city_long | \n", "
|---|---|---|---|
| 0 | \n", "City of Melbourne | \n", "-37.812382 | \n", "144.948265 | \n", "
| 1 | \n", "Carlton | \n", "-37.800423 | \n", "144.968434 | \n", "
| 2 | \n", "Docklands | \n", "-37.817542 | \n", "144.939492 | \n", "
| 3 | \n", "East Melbourne | \n", "-37.812498 | \n", "144.985885 | \n", "
| 4 | \n", "Kensington | \n", "-37.793938 | \n", "144.930565 | \n", "
| 5 | \n", "Melbourne | \n", "-37.814171 | \n", "144.965562 | \n", "
| 6 | \n", "North Melbourne | \n", "-37.807609 | \n", "144.942351 | \n", "
| 7 | \n", "Parkville | \n", "-37.787115 | \n", "144.951553 | \n", "
| 8 | \n", "Port Melbourne | \n", "-37.833361 | \n", "144.921920 | \n", "
| 9 | \n", "South Yarra | \n", "-37.837770 | \n", "144.991854 | \n", "
| 10 | \n", "Southbank | \n", "-37.825362 | \n", "144.964020 | \n", "
| 11 | \n", "Australia Post Sunshine West PDC | \n", "-37.808367 | \n", "144.813062 | \n", "
Key findings from the plot:
\n", "This scatterplot visualizes population growth trends over time for various locations within Melbourne. Here's what can be understood from the plot:\r\n", "\r\n", "1. **Dominant Growth in the City of Melbourne**: The red line, representing the City of Melbourne, shows a strong upward trend, indicating a significant increase in population from 2020 to 2040. This area is experiencing more substantial growth compared to other locations.\r\n", "\r\n", "2. **Stable Populations in Other Areas**: The green line, representing Carlton, and other colored lines for various districts such as Docklands, East Melbourne, and others, show relatively stable populations over the same period. These lines are mostly flat, indicating little to no growth in population.\r\n", "\r\n", "3. **Cluster of Locations with Minimal Change**: Most of the other locations represented by various colors remain nearly constant over the years. This suggests that while the central area of Melbourne is growing, other districts are not experiencing similar population increases.\r\n", "\r\n", "4. **Potential Focus for Infrastructure Development**: Given the significant growth in the City of Melbourne, there might be an increased need for infrastructure and transportation services in this area to accommodate the rising population.\r\n", "\r\n", "5. **Comparison of Growth Rates**: The graph allows for an easy comparison of growth rates between the central business district and the outlying areas, highlighting areas that might require more attention from urban planners and policymakers.\r\n", "\r\n", "Overall, this plot is crucial for planning and resource allocation, especially in targeting areas with rapid population growth for transportation and infrastructure development.icdpment.\n", "| \n", " | stop_name | \n", "lat_tram | \n", "lon_tram | \n", "
|---|---|---|---|
| 0 | \n", "Market Street / Flinders Street | \n", "-37.819223 | \n", "144.961401 | \n", "
| 1 | \n", "Victoria Police Centre / Flinders Street | \n", "-37.821539 | \n", "144.953569 | \n", "
| 2 | \n", "Central Pier / Harbour Esplanade | \n", "-37.815427 | \n", "144.945121 | \n", "
Here we will further process the data to feed it into models and networks. Preprocessed data can significantly enhance the performance and accuracy of machine learning models. In the code bloc below we expand the population datset to show the population values for each city for each particular year. We also drop the \"City of Melbourne\" feature as it is not an actual city in the Small CLUE areas documentation. As we have already scaled and handled missing values previously we will not do that here. As there are no categorical variables we do not need encoding. Here we will also ensure the data is in the right format as many models require data to be in certain format
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Preprocessing data so it can be fed into models and networks
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Expanding the population datasets so that we can see the population for each year in particular city.
" ] }, { "cell_type": "code", "execution_count": 2555, "metadata": {}, "outputs": [], "source": [ "pop=pop.pivot_table(index=\"year\", columns=\"geography\", values=\"value\", aggfunc='first')\n", "# pop.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "merging population column with the dataset that we previously worked on to find the latitude and longitudea of each geographic location so that the last two columns of population datasets reflect the lattitude and longitude of those locations/places " ] }, { "cell_type": "code", "execution_count": 2556, "metadata": {}, "outputs": [ { "data": { "text/html": [ "| geography | \n", "Carlton | \n", "City of Melbourne | \n", "Docklands | \n", "East Melbourne | \n", "Kensington | \n", "Melbourne (CBD) | \n", "Melbourne (Remainder) | \n", "North Melbourne | \n", "Parkville | \n", "Port Melbourne | \n", "South Yarra | \n", "Southbank | \n", "West Melbourne (Industrial) | \n", "West Melbourne (Residential) | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| year | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
| 2021 | \n", "0.055761 | \n", "0.498634 | \n", "0.051676 | \n", "0.016120 | \n", "0.035475 | \n", "0.142201 | \n", "0.010127 | \n", "0.050790 | \n", "0.025351 | \n", "0.000032 | \n", "0.012057 | \n", "0.073296 | \n", "0.0 | \n", "0.025747 | \n", "
| 2022 | \n", "0.057202 | \n", "0.508040 | \n", "0.052636 | \n", "0.016519 | \n", "0.036072 | \n", "0.144739 | \n", "0.010302 | \n", "0.051715 | \n", "0.025708 | \n", "0.000032 | \n", "0.012281 | \n", "0.074626 | \n", "0.0 | \n", "0.026205 | \n", "
| 2023 | \n", "0.057886 | \n", "0.513070 | \n", "0.053334 | \n", "0.016694 | \n", "0.036234 | \n", "0.146416 | \n", "0.010386 | \n", "0.052030 | \n", "0.025789 | \n", "0.000032 | \n", "0.012434 | \n", "0.075551 | \n", "0.0 | \n", "0.026289 | \n", "
| 2024 | \n", "0.060771 | \n", "0.541296 | \n", "0.057046 | \n", "0.017697 | \n", "0.037344 | \n", "0.155845 | \n", "0.010971 | \n", "0.053701 | \n", "0.026948 | \n", "0.000036 | \n", "0.013239 | \n", "0.080619 | \n", "0.0 | \n", "0.027077 | \n", "
| 2025 | \n", "0.065028 | \n", "0.580116 | \n", "0.061157 | \n", "0.018923 | \n", "0.039738 | \n", "0.167209 | \n", "0.011772 | \n", "0.057585 | \n", "0.028982 | \n", "0.000039 | \n", "0.014193 | \n", "0.086469 | \n", "0.0 | \n", "0.029028 | \n", "
| geography | \n", "Carlton | \n", "Docklands | \n", "East Melbourne | \n", "Kensington | \n", "Melbourne (CBD) | \n", "Melbourne (Remainder) | \n", "North Melbourne | \n", "Parkville | \n", "Port Melbourne | \n", "South Yarra | \n", "Southbank | \n", "West Melbourne (Industrial) | \n", "West Melbourne (Residential) | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| year | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
| 2021 | \n", "0.055761 | \n", "0.051676 | \n", "0.016120 | \n", "0.035475 | \n", "0.142201 | \n", "0.010127 | \n", "0.050790 | \n", "0.025351 | \n", "0.000032 | \n", "0.012057 | \n", "0.073296 | \n", "0.0 | \n", "0.025747 | \n", "
| 2022 | \n", "0.057202 | \n", "0.052636 | \n", "0.016519 | \n", "0.036072 | \n", "0.144739 | \n", "0.010302 | \n", "0.051715 | \n", "0.025708 | \n", "0.000032 | \n", "0.012281 | \n", "0.074626 | \n", "0.0 | \n", "0.026205 | \n", "
| 2023 | \n", "0.057886 | \n", "0.053334 | \n", "0.016694 | \n", "0.036234 | \n", "0.146416 | \n", "0.010386 | \n", "0.052030 | \n", "0.025789 | \n", "0.000032 | \n", "0.012434 | \n", "0.075551 | \n", "0.0 | \n", "0.026289 | \n", "
| 2024 | \n", "0.060771 | \n", "0.057046 | \n", "0.017697 | \n", "0.037344 | \n", "0.155845 | \n", "0.010971 | \n", "0.053701 | \n", "0.026948 | \n", "0.000036 | \n", "0.013239 | \n", "0.080619 | \n", "0.0 | \n", "0.027077 | \n", "
| 2025 | \n", "0.065028 | \n", "0.061157 | \n", "0.018923 | \n", "0.039738 | \n", "0.167209 | \n", "0.011772 | \n", "0.057585 | \n", "0.028982 | \n", "0.000039 | \n", "0.014193 | \n", "0.086469 | \n", "0.0 | \n", "0.029028 | \n", "
| geography | \n", "Carlton | \n", "Docklands | \n", "East Melbourne | \n", "Kensington | \n", "Melbourne (CBD) | \n", "Melbourne (Remainder) | \n", "North Melbourne | \n", "Parkville | \n", "Port Melbourne | \n", "South Yarra | \n", "Southbank | \n", "West Melbourne (Residential) | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| year | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
| 2021-01-01 | \n", "0.055761 | \n", "0.051676 | \n", "0.016120 | \n", "0.035475 | \n", "0.142201 | \n", "0.010127 | \n", "0.050790 | \n", "0.025351 | \n", "0.000032 | \n", "0.012057 | \n", "0.073296 | \n", "0.025747 | \n", "
| 2022-01-01 | \n", "0.057202 | \n", "0.052636 | \n", "0.016519 | \n", "0.036072 | \n", "0.144739 | \n", "0.010302 | \n", "0.051715 | \n", "0.025708 | \n", "0.000032 | \n", "0.012281 | \n", "0.074626 | \n", "0.026205 | \n", "
| 2023-01-01 | \n", "0.057886 | \n", "0.053334 | \n", "0.016694 | \n", "0.036234 | \n", "0.146416 | \n", "0.010386 | \n", "0.052030 | \n", "0.025789 | \n", "0.000032 | \n", "0.012434 | \n", "0.075551 | \n", "0.026289 | \n", "
ARIMA models are used to handle time series data and it helps in predicting future values based on the past values. As we have yearly data about the population from year 2021 to 2041 for each city in Small Area CLUE population dataset, using ARIMA would be a good start to help use create a model that can predict the values for future years based on the current data.
\n", "General approach explained/shown below
" ] }, { "cell_type": "code", "execution_count": 2564, "metadata": {}, "outputs": [ { "data": { "text/html": [ "| geography | \n", "Carlton | \n", "Docklands | \n", "East Melbourne | \n", "Kensington | \n", "Melbourne (CBD) | \n", "Melbourne (Remainder) | \n", "North Melbourne | \n", "Parkville | \n", "Port Melbourne | \n", "South Yarra | \n", "Southbank | \n", "West Melbourne (Residential) | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| year | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
| 2021-01-01 | \n", "0.055761 | \n", "0.051676 | \n", "0.016120 | \n", "0.035475 | \n", "0.142201 | \n", "0.010127 | \n", "0.050790 | \n", "0.025351 | \n", "0.000032 | \n", "0.012057 | \n", "0.073296 | \n", "0.025747 | \n", "
| 2022-01-01 | \n", "0.057202 | \n", "0.052636 | \n", "0.016519 | \n", "0.036072 | \n", "0.144739 | \n", "0.010302 | \n", "0.051715 | \n", "0.025708 | \n", "0.000032 | \n", "0.012281 | \n", "0.074626 | \n", "0.026205 | \n", "
| 2023-01-01 | \n", "0.057886 | \n", "0.053334 | \n", "0.016694 | \n", "0.036234 | \n", "0.146416 | \n", "0.010386 | \n", "0.052030 | \n", "0.025789 | \n", "0.000032 | \n", "0.012434 | \n", "0.075551 | \n", "0.026289 | \n", "
| 2024-01-01 | \n", "0.060771 | \n", "0.057046 | \n", "0.017697 | \n", "0.037344 | \n", "0.155845 | \n", "0.010971 | \n", "0.053701 | \n", "0.026948 | \n", "0.000036 | \n", "0.013239 | \n", "0.080619 | \n", "0.027077 | \n", "
| 2025-01-01 | \n", "0.065028 | \n", "0.061157 | \n", "0.018923 | \n", "0.039738 | \n", "0.167209 | \n", "0.011772 | \n", "0.057585 | \n", "0.028982 | \n", "0.000039 | \n", "0.014193 | \n", "0.086469 | \n", "0.029028 | \n", "
We check for stationarity here, as stationarity tells us if the data we are working on is stationary or not. A time series is stationary if all the statistical properties like mean, variance and correlation are constant over time. A stationary series does not have a trend or seasional effects and its fluctuation around the mean is constant. \n", " \n", "The stationarity is checked for model accuracy as most time series forecasting methods assume that our models are stationary. Moreover stationary data is easy to model and predictions made on such a model are reliable as the future values have the same mean and variance as past values. (Duke University 2024)
" ] }, { "cell_type": "code", "execution_count": 2566, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ADF Statistics: -2.5131706971973995\n", "p-value:0.11230255104868042\n" ] } ], "source": [ "# Checking for stationarity \n", "result = adfuller(data.dropna())\n", "print(f\"ADF Statistics: {result[0]}\")\n", "print(f\"p-value:{result[1]}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ADF test tells us the ADF statistics and p-value. The Augmented Dickey-Fuller Test, tests for unit root in time series which indicated the data is non-stationary and hence is affected by trends. \n", "\n", "Null Hypothesis: The series has unit root or it is non-stationary\n", "Alternative Hypothesis: The series has no unit root or it is stationary\n", "\n", "As our p-value (0.1123) is not below 0.05 we cannot reject null hypthesis and this means that our data is not stationary and hence we will make it stationary in following lines of codes below. \n", "\n", "The ADF statistics suggest that the higher the negative value, the stronger the evidence to not reject null hypothesis, as seen above we have a negative value hence proving strongly that we cannot reject the null hypothsis.
" ] }, { "cell_type": "code", "execution_count": 2567, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ADF Statistics: -1.302036050028587\n", "p-value:0.6282403042610456\n" ] } ], "source": [ "# applying differencing\n", "data = data.diff().dropna()\n", "\n", "diff_results = adfuller(data)\n", "print(f\"ADF Statistics: {diff_results[0]}\")\n", "print(f\"p-value:{diff_results[1]}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now the data is staionary as the p-value is below 0.05
" ] }, { "cell_type": "code", "execution_count": 2568, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "Main function that perform ARIMA on all cities and plots the result
" ] }, { "cell_type": "code", "execution_count": 2570, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "Key findings from the plot.
\n", "Linear Regression on population dataset will allow us to understand the population growth in different geographic areas. We expect the growth to be a linear trend in over time over time as long as there isnt drastic demographic shifts. Through linear regression we will be able to estimate the rate of population increase and decrease in various cities as a function of time. This will help us gain more insights on top of the results achieved previously through ARIMA model. To understand how well our training set is performing against the new test data we use metrics like Mean squared Error (MSE) and R-squared. MSE meaasures the average squared difference between the actual observed values and the values predicted by the model. Lower MSE indicates that the model's predictions are closer to the actual data points and hence the model will show better fit for the unknown newer data. R-squared is a statistical measure that represents the proportion of the variance in teh dependent variable that is predicted from the independent variable
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "General approach explained/shown below
" ] }, { "cell_type": "code", "execution_count": 2571, "metadata": {}, "outputs": [], "source": [ "new_pop = new_pop.reset_index() # so that year is not index and an actual additional column" ] }, { "cell_type": "code", "execution_count": 2572, "metadata": {}, "outputs": [], "source": [ "# preparing the data to be put into the model\n", "x = new_pop.year.values.reshape(-1,1)\n", "y = new_pop.Carlton.values.reshape(-1,1)\n", "\n", "x_train,x_test,y_train,y_test = train_test_split(x,y,test_size=0.30, random_state=42)" ] }, { "cell_type": "code", "execution_count": 2573, "metadata": {}, "outputs": [ { "data": { "text/html": [ "LinearRegression()In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
LinearRegression()
Code that goes through all cities
" ] }, { "cell_type": "code", "execution_count": 2581, "metadata": {}, "outputs": [], "source": [ "new_pop = new_pop.drop(columns=\"West Melbourne (Industrial)\") # as most data points are 0" ] }, { "cell_type": "code", "execution_count": 2582, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "Key findings from the plot.
\n", "General approach explained/shown below
" ] }, { "cell_type": "code", "execution_count": 2583, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "Using Gridsearch to look for optimal parameter(eps, min_samples) values
" ] }, { "cell_type": "code", "execution_count": 2586, "metadata": {}, "outputs": [], "source": [ "lat_long = bus[[\"lat_bus\", \"lon_bus\"]]\n", "X = lat_long.to_numpy()" ] }, { "cell_type": "code", "execution_count": 2587, "metadata": {}, "outputs": [], "source": [ "# implementing grid search \n", "# epsilons to try \n", "epsilons = np.linspace(0.001, 0.01, num=20)\n", "\n", "# min_samples to try\n", "min_samples = np.arange(2,20, step = 3)\n", "\n", "\n", "# to get combiantions of (eps, mmin_samples)\n", "import itertools\n", "all_combinations = list(itertools.product(epsilons, min_samples))\n", "# all_combinations" ] }, { "cell_type": "code", "execution_count": 2588, "metadata": {}, "outputs": [], "source": [ "iteration_num = len(all_combinations) " ] }, { "cell_type": "code", "execution_count": 2589, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ignored: (0.001, 2, 89) .... 0 out of total 120 iterations\n", "Index: 1, Score: -0.32403442946572886, NumClusters: 5\n", "Ignored: (0.001, 8, 1) .... 2 out of total 120 iterations\n", "Ignored: (0.001, 11, 1) .... 3 out of total 120 iterations\n", "Ignored: (0.001, 14, 1) .... 4 out of total 120 iterations\n", "Ignored: (0.001, 17, 1) .... 5 out of total 120 iterations\n", "Ignored: (0.0014736842105263158, 2, 78) .... 6 out of total 120 iterations\n", "Index: 7, Score: -0.32546918908174677, NumClusters: 10\n", "Index: 8, Score: -0.29899917409098287, NumClusters: 3\n", "Ignored: (0.0014736842105263158, 11, 1) .... 9 out of total 120 iterations\n", "Ignored: (0.0014736842105263158, 14, 1) .... 10 out of total 120 iterations\n", "Ignored: (0.0014736842105263158, 17, 1) .... 11 out of total 120 iterations\n", "Ignored: (0.0019473684210526317, 2, 66) .... 12 out of total 120 iterations\n", "Index: 13, Score: -0.19808233205389708, NumClusters: 15\n", "Index: 14, Score: -0.3038991133496785, NumClusters: 6\n", "Index: 15, Score: -0.19311388896333068, NumClusters: 2\n", "Index: 16, Score: -0.20611530724807375, NumClusters: 2\n", "Ignored: (0.0019473684210526317, 17, 1) .... 17 out of total 120 iterations\n", "Index: 18, Score: 0.15236521319456453, NumClusters: 46\n", "Index: 19, Score: -0.16959025595896227, NumClusters: 13\n", "Index: 20, Score: -0.172289515610457, NumClusters: 9\n", "Index: 21, Score: -0.23241627244131147, NumClusters: 3\n", "Index: 22, Score: -0.24801484512846642, NumClusters: 3\n", "Index: 23, Score: -0.1896281336137484, NumClusters: 2\n", "Index: 24, Score: 0.08677831600556692, NumClusters: 27\n", "Index: 25, Score: -0.05147105051020353, NumClusters: 9\n", "Index: 26, Score: -0.052042889796960486, NumClusters: 7\n", "Index: 27, Score: -0.15367805582733415, NumClusters: 4\n", "Index: 28, Score: -0.19794290266142425, NumClusters: 3\n", "Index: 29, Score: -0.19997282884916068, NumClusters: 3\n", "Index: 30, Score: 0.24833165323973727, NumClusters: 17\n", "Index: 31, Score: 0.15489810274884552, NumClusters: 9\n", "Index: 32, Score: 0.06499541744684682, NumClusters: 7\n", "Index: 33, Score: -0.047158049980217005, NumClusters: 6\n", "Index: 34, Score: -0.11696380864046962, NumClusters: 4\n", "Index: 35, Score: -0.06539201061307458, NumClusters: 2\n", "Index: 36, Score: 0.17513544916937104, NumClusters: 14\n", "Index: 37, Score: 0.15245640466893107, NumClusters: 7\n", "Index: 38, Score: 0.24958083717690613, NumClusters: 3\n", "Index: 39, Score: 0.06400160381489187, NumClusters: 6\n", "Index: 40, Score: -0.015083546407062207, NumClusters: 5\n", "Index: 41, Score: 0.002277089430837726, NumClusters: 3\n", "Index: 42, Score: 0.17971720386825657, NumClusters: 12\n", "Index: 43, Score: 0.33776339612190415, NumClusters: 6\n", "Index: 44, Score: 0.27876562358467627, NumClusters: 4\n", "Index: 45, Score: 0.1862604254103615, NumClusters: 3\n", "Index: 46, Score: 0.06202684369350686, NumClusters: 6\n", "Index: 47, Score: 0.06541300621228475, NumClusters: 3\n", "Index: 48, Score: 0.18375174569661645, NumClusters: 10\n", "Index: 49, Score: 0.30425174479735584, NumClusters: 7\n", "Index: 50, Score: 0.19923647833099856, NumClusters: 6\n", "Index: 51, Score: 0.346733039480668, NumClusters: 2\n", "Index: 52, Score: 0.13762355910255752, NumClusters: 3\n", "Index: 53, Score: 0.10042377521163547, NumClusters: 4\n", "Index: 54, Score: 0.10635800682198247, NumClusters: 7\n", "Index: 55, Score: 0.27571059855688196, NumClusters: 5\n", "Index: 56, Score: 0.3411815842742357, NumClusters: 4\n", "Index: 57, Score: 0.2748159539304286, NumClusters: 4\n", "Index: 58, Score: 0.35363839234861777, NumClusters: 2\n", "Index: 59, Score: 0.32712360510603367, NumClusters: 2\n", "Index: 60, Score: 0.11065710202555616, NumClusters: 6\n", "Index: 61, Score: 0.3201612955678365, NumClusters: 3\n", "Index: 62, Score: 0.347543948540689, NumClusters: 4\n", "Index: 63, Score: 0.28279119746177267, NumClusters: 5\n", "Index: 64, Score: 0.37203866338569863, NumClusters: 2\n", "Index: 65, Score: 0.3627587703741602, NumClusters: 2\n", "Index: 66, Score: 0.16695383905941905, NumClusters: 5\n", "Index: 67, Score: 0.33579857748375636, NumClusters: 3\n", "Index: 68, Score: 0.38364076129334834, NumClusters: 5\n", "Index: 69, Score: 0.34054566949407555, NumClusters: 4\n", "Index: 70, Score: 0.2749685360675863, NumClusters: 3\n", "Index: 71, Score: 0.3760255766981862, NumClusters: 2\n", "Index: 72, Score: 0.13258735434864993, NumClusters: 4\n", "Index: 73, Score: 0.3350403635876482, NumClusters: 3\n", "Index: 74, Score: 0.27751134076114675, NumClusters: 4\n", "Index: 75, Score: 0.3554087912504922, NumClusters: 4\n", "Index: 76, Score: 0.24945891083830896, NumClusters: 4\n", "Index: 77, Score: 0.3760255766981862, NumClusters: 2\n", "Index: 78, Score: 0.13258735434864993, NumClusters: 4\n", "Index: 79, Score: 0.2717456882843323, NumClusters: 3\n", "Index: 80, Score: 0.2563175065685269, NumClusters: 4\n", "Index: 81, Score: 0.3751909012667575, NumClusters: 4\n", "Index: 82, Score: 0.2649262391352927, NumClusters: 4\n", "Index: 83, Score: 0.38194361791705084, NumClusters: 2\n", "Index: 84, Score: 0.13258735434864993, NumClusters: 4\n", "Index: 85, Score: 0.2717456882843323, NumClusters: 3\n", "Index: 86, Score: 0.3030741774680362, NumClusters: 3\n", "Index: 87, Score: 0.3917937272298366, NumClusters: 4\n", "Index: 88, Score: 0.36276910600872053, NumClusters: 4\n", "Index: 89, Score: 0.3015832820325441, NumClusters: 3\n", "Index: 90, Score: 0.13258735434864993, NumClusters: 4\n", "Index: 91, Score: 0.2717456882843323, NumClusters: 3\n", "Index: 92, Score: 0.3030741774680362, NumClusters: 3\n", "Index: 93, Score: 0.32586141094564247, NumClusters: 3\n", "Index: 94, Score: 0.3659149961392895, NumClusters: 4\n", "Index: 95, Score: 0.3069661928476704, NumClusters: 4\n", "Index: 96, Score: 0.3163989410001876, NumClusters: 3\n", "Index: 97, Score: 0.3163989410001876, NumClusters: 3\n", "Index: 98, Score: 0.35042552592197995, NumClusters: 3\n", "Index: 99, Score: 0.3378716962292016, NumClusters: 3\n", "Index: 100, Score: 0.34118356588069504, NumClusters: 3\n", "Index: 101, Score: 0.37747322550742485, NumClusters: 3\n", "Index: 102, Score: 0.3163989410001876, NumClusters: 3\n", "Index: 103, Score: 0.3163989410001876, NumClusters: 3\n", "Index: 104, Score: 0.3736197042944838, NumClusters: 3\n", "Index: 105, Score: 0.33713279983447264, NumClusters: 3\n", "Index: 106, Score: 0.33498707112131304, NumClusters: 3\n", "Index: 107, Score: 0.38430801489899113, NumClusters: 3\n", "Index: 108, Score: 0.3163989410001876, NumClusters: 3\n", "Index: 109, Score: 0.3163989410001876, NumClusters: 3\n", "Index: 110, Score: 0.3736197042944838, NumClusters: 3\n", "Index: 111, Score: 0.3405985454202811, NumClusters: 3\n", "Index: 112, Score: 0.33713279983447264, NumClusters: 3\n", "Index: 113, Score: 0.3561106519969842, NumClusters: 2\n", "Index: 114, Score: 0.3163989410001876, NumClusters: 3\n", "Index: 115, Score: 0.3163989410001876, NumClusters: 3\n", "Index: 116, Score: 0.3163989410001876, NumClusters: 3\n", "Index: 117, Score: 0.33408579159810203, NumClusters: 3\n", "Index: 118, Score: 0.33713279983447264, NumClusters: 3\n", "Index: 119, Score: 0.3676100419641151, NumClusters: 2\n" ] } ], "source": [ "def score_and_labels(all_combinations, X):\n", " all_scores = [] \n", " all_labels_list = [] \n", "\n", " # to perfrom dbscan on all possible operations by using for loop to go through each combination iteratively\n", " for i, (eps, num_samples) in enumerate (all_combinations):\n", " dbscan_model= DBSCAN(eps=eps, min_samples=num_samples)\n", " dbscan_model.fit_predict(X)\n", " labels = dbscan_model.labels_\n", " unique_labels = set(labels)\n", " num_clusters = len(unique_labels)\n", " \n", " # cluster size of less than 2 does not give any isngihts and above 80 are too cluttered , score of -1 is bad\n", " if(num_clusters < 2) or (num_clusters > 50):\n", " all_scores.append(-1000) # ignore this score \n", " all_labels_list.append(\"Ignore\") # ignore this label \n", " print(f\"Ignored: {eps, num_samples, num_clusters} .... {i} out of total {iteration_num} iterations\")\n", " continue\n", "\n", " all_scores.append(ss(X, labels))\n", " all_labels_list.append(labels)\n", "\n", "\n", " print(f\"Index: {i}, Score: {all_scores[-1]}, NumClusters: {len(unique_labels)}\")\n", "\n", " # optimal values \n", " opt_index = np.argmax(all_scores) # gives index of - highest score out of all scores \n", " opt_combination = all_combinations[opt_index] # the combination taht gives teh best score \n", " opt_labels = all_labels_list[opt_index] # the labels associated to the best score & combinations\n", " opt_score = all_scores[opt_index] # The best score itself. \n", "\n", "\n", " return {'optimal epsilon': opt_combination[0],\n", " 'optimal min samples' : opt_combination[1], \n", " 'optimal labels' : opt_labels,\n", " 'optimal score': opt_score }\n", " \n", " \n", " \n", "optimal_values = score_and_labels(all_combinations, X)\n" ] }, { "cell_type": "code", "execution_count": 2590, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'optimal epsilon': 0.0076315789473684215,\n", " 'optimal min samples': 11,\n", " 'optimal labels': array([ 1, 0, 0, 0, 0, 1, 0, 2, 0, 0, 0, 0, 1, 0, 0, 0, 1,\n", " 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 2, 0, 0, 0, 0, 0,\n", " 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, -1, 0, 2, 0,\n", " 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 1, 0,\n", " 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0,\n", " 2, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, -1,\n", " 0, 1, 0, 0, 0, 0, 0, -1, 0, -1, 0, 0, 1, 0, 0, 0, 0,\n", " 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 2, 0,\n", " -1, 0, 2, 0, 2, 0, -1, 0, 0, 0, 0, -1, 0, -1, -1, 1, 0,\n", " 0, 0, -1, 1, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 1, 1, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 2, 0, 1, 0, 1, 0, -1,\n", " 0, 0, 0, 0, 0, 0, 2, 0, 0, 2, 0, 0, 0, -1, 0, 1, 0,\n", " 0, 0, 0, 1, 0, 0, -1, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 0, -1, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, -1, 0, 2, 0, 0, 1, 0, -1, 0, 0, 0, -1,\n", " 0, 2, 0], dtype=int64),\n", " 'optimal score': 0.3917937272298366}" ] }, "execution_count": 2590, "metadata": {}, "output_type": "execute_result" } ], "source": [ "optimal_values" ] }, { "cell_type": "code", "execution_count": 2591, "metadata": {}, "outputs": [], "source": [ "dbscan = DBSCAN(eps=0.007, min_samples=11)\n", "bus['cluster'] = dbscan.fit_predict(bus[['lat_bus', 'lon_bus']])" ] }, { "cell_type": "code", "execution_count": 2592, "metadata": {}, "outputs": [ { "data": { "text/plain": [ " 0 232\n", "-1 31\n", " 1 30\n", " 2 16\n", "Name: cluster, dtype: int64" ] }, "execution_count": 2592, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bus.cluster.value_counts()" ] }, { "cell_type": "code", "execution_count": 2593, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "Key findings from the plot.
\n", "The plot above shows the clusters of bus stops with different colours and later on real world map. This is helpful in understanding how the bus stops are distributed within the city and potenatial areas of interest for future development.
\n", "Accessibility Analysis: Understanding how far stops are from one another can help assess the accessibility of public transportation for residents. Areas poorly served can be identified and addressed.
\n", "Service Frequency Adjustments: Distance data can be used to help determine where to increase service frequencies or capacities, particularly in rapidly growing or heavily trafficked areas.
\n", "| \n", " | 0 | \n", "1 | \n", "2 | \n", "3 | \n", "4 | \n", "5 | \n", "6 | \n", "7 | \n", "8 | \n", "9 | \n", "... | \n", "37 | \n", "38 | \n", "39 | \n", "40 | \n", "41 | \n", "42 | \n", "43 | \n", "44 | \n", "45 | \n", "46 | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "0.000000 | \n", "1.964545 | \n", "2.605692 | \n", "3.652704 | \n", "6.895595 | \n", "2.115379 | \n", "1.873523 | \n", "1.980960 | \n", "3.647904 | \n", "2.177803 | \n", "... | \n", "3.447816 | \n", "3.699037 | \n", "2.404622 | \n", "1.953986 | \n", "3.232718 | \n", "3.349753 | \n", "1.988170 | \n", "3.642521 | \n", "3.242434 | \n", "2.121221 | \n", "
| 1 | \n", "1.964545 | \n", "0.000000 | \n", "0.862403 | \n", "5.357905 | \n", "5.725009 | \n", "0.523640 | \n", "3.787898 | \n", "0.032375 | \n", "2.488723 | \n", "0.619123 | \n", "... | \n", "5.122267 | \n", "2.518697 | \n", "0.805197 | \n", "0.288873 | \n", "2.119326 | \n", "5.228514 | \n", "0.400413 | \n", "5.351613 | \n", "2.119995 | \n", "0.776542 | \n", "
| 2 | \n", "2.605692 | \n", "0.862403 | \n", "0.000000 | \n", "6.146014 | \n", "6.084751 | \n", "1.265593 | \n", "4.476681 | \n", "0.830551 | \n", "1.709769 | \n", "1.335583 | \n", "... | \n", "5.917246 | \n", "1.730613 | \n", "0.244921 | \n", "0.695853 | \n", "1.392195 | \n", "5.945374 | \n", "0.629202 | \n", "6.138600 | \n", "1.388683 | \n", "0.559538 | \n", "
| 3 | \n", "3.652704 | \n", "5.357905 | \n", "6.146014 | \n", "0.000000 | \n", "8.173400 | \n", "5.251295 | \n", "1.961359 | \n", "5.384167 | \n", "7.297522 | \n", "5.262132 | \n", "... | \n", "0.258265 | \n", "7.349403 | \n", "5.978949 | \n", "5.452847 | \n", "6.883566 | \n", "0.981970 | \n", "5.517946 | \n", "0.019532 | \n", "6.893570 | \n", "5.726557 | \n", "
| 4 | \n", "6.895595 | \n", "5.725009 | \n", "6.084751 | \n", "8.173400 | \n", "0.000000 | \n", "5.234256 | \n", "7.869994 | \n", "5.741710 | \n", "7.606925 | \n", "5.136704 | \n", "... | \n", "7.932268 | \n", "7.603056 | \n", "6.245052 | \n", "5.992522 | \n", "7.404850 | \n", "8.725853 | \n", "6.085721 | \n", "8.181785 | \n", "7.397035 | \n", "6.410958 | \n", "
| 5 | \n", "2.115379 | \n", "0.523640 | \n", "1.265593 | \n", "5.251295 | \n", "5.234256 | \n", "0.000000 | \n", "3.828361 | \n", "0.548972 | \n", "2.957687 | \n", "0.098221 | \n", "... | \n", "5.006380 | \n", "2.983183 | \n", "1.275673 | \n", "0.812217 | \n", "2.605959 | \n", "5.218645 | \n", "0.922308 | \n", "5.246818 | \n", "2.605329 | \n", "1.295189 | \n", "
| 6 | \n", "1.873523 | \n", "3.787898 | \n", "4.476681 | \n", "1.961359 | \n", "7.869994 | \n", "3.828361 | \n", "0.000000 | \n", "3.808405 | \n", "5.434710 | \n", "3.867979 | \n", "... | \n", "1.819885 | \n", "5.488969 | \n", "4.278065 | \n", "3.812646 | \n", "5.028177 | \n", "1.481333 | \n", "3.854608 | \n", "1.946689 | \n", "5.039425 | \n", "3.993454 | \n", "
| 7 | \n", "1.980960 | \n", "0.032375 | \n", "0.830551 | \n", "5.384167 | \n", "5.741710 | \n", "0.548972 | \n", "3.808405 | \n", "0.000000 | \n", "2.456910 | \n", "0.643576 | \n", "... | \n", "5.148906 | \n", "2.486769 | \n", "0.773025 | \n", "0.263506 | \n", "2.088139 | \n", "5.250875 | \n", "0.373512 | \n", "5.377809 | \n", "2.088744 | \n", "0.748495 | \n", "
| 8 | \n", "3.647904 | \n", "2.488723 | \n", "1.709769 | \n", "7.297522 | \n", "7.606925 | \n", "2.957687 | \n", "5.434710 | \n", "2.456910 | \n", "0.000000 | \n", "3.034830 | \n", "... | \n", "7.095550 | \n", "0.058454 | \n", "1.686901 | \n", "2.232070 | \n", "0.417102 | \n", "6.905076 | \n", "2.122394 | \n", "7.286840 | \n", "0.408922 | \n", "1.771010 | \n", "
| 9 | \n", "2.177803 | \n", "0.619123 | \n", "1.335583 | \n", "5.262132 | \n", "5.136704 | \n", "0.098221 | \n", "3.867979 | \n", "0.643576 | \n", "3.034830 | \n", "0.000000 | \n", "... | \n", "5.015702 | \n", "3.059245 | \n", "1.357261 | \n", "0.907073 | \n", "2.687763 | \n", "5.247484 | \n", "1.016249 | \n", "5.258009 | \n", "2.686810 | \n", "1.387397 | \n", "
| 10 | \n", "3.349633 | \n", "5.225195 | \n", "5.944031 | \n", "0.959205 | \n", "8.708764 | \n", "5.213046 | \n", "1.482751 | \n", "5.247659 | \n", "6.908837 | \n", "5.241482 | \n", "... | \n", "1.037900 | \n", "6.963634 | \n", "5.750991 | \n", "5.270362 | \n", "6.504754 | \n", "0.023172 | \n", "5.318233 | \n", "0.939775 | \n", "6.516252 | \n", "5.470838 | \n", "
| 11 | \n", "2.605422 | \n", "1.490369 | \n", "0.902812 | \n", "6.257095 | \n", "6.986316 | \n", "1.998015 | \n", "4.436285 | \n", "1.460649 | \n", "1.082806 | \n", "2.086017 | \n", "... | \n", "6.048354 | \n", "1.126662 | \n", "0.756358 | \n", "1.211003 | \n", "0.672313 | \n", "5.916120 | \n", "1.097252 | \n", "6.247153 | \n", "0.677682 | \n", "0.723378 | \n", "
| 12 | \n", "1.888444 | \n", "3.766008 | \n", "4.242536 | \n", "3.200500 | \n", "8.673949 | \n", "3.987805 | \n", "1.377420 | \n", "3.776194 | \n", "4.776766 | \n", "4.055777 | \n", "... | \n", "3.110217 | \n", "4.834613 | \n", "4.008911 | \n", "3.685674 | \n", "4.405896 | \n", "2.441530 | \n", "3.686926 | \n", "3.183162 | \n", "4.419577 | \n", "3.693773 | \n", "
| 13 | \n", "3.419497 | \n", "5.095025 | \n", "5.889580 | \n", "0.280367 | \n", "7.918997 | \n", "4.980065 | \n", "1.793195 | \n", "5.121636 | \n", "7.067226 | \n", "4.989596 | \n", "... | \n", "0.028334 | \n", "7.118497 | \n", "5.726087 | \n", "5.195340 | \n", "6.652210 | \n", "1.053551 | \n", "5.262397 | \n", "0.281360 | \n", "6.661930 | \n", "5.477971 | \n", "
| 14 | \n", "6.398067 | \n", "5.226534 | \n", "5.599598 | \n", "7.761954 | \n", "0.502333 | \n", "4.733933 | \n", "7.400295 | \n", "5.243554 | \n", "7.140102 | \n", "4.636282 | \n", "... | \n", "7.517611 | \n", "7.137717 | \n", "5.756028 | \n", "5.495329 | \n", "6.929357 | \n", "8.287751 | \n", "5.589363 | \n", "7.769696 | \n", "6.921852 | \n", "5.917284 | \n", "
| 15 | \n", "3.058493 | \n", "4.882643 | \n", "5.626934 | \n", "0.787663 | \n", "8.261705 | \n", "4.842547 | \n", "1.246706 | \n", "4.906396 | \n", "6.668694 | \n", "4.866344 | \n", "... | \n", "0.753944 | \n", "6.722282 | \n", "5.442663 | \n", "4.944404 | \n", "6.259371 | \n", "0.464208 | \n", "4.998415 | \n", "0.769543 | \n", "6.270229 | \n", "5.171987 | \n", "
| 16 | \n", "3.382004 | \n", "2.019774 | \n", "1.201389 | \n", "7.029773 | \n", "7.075162 | \n", "2.463999 | \n", "5.220307 | \n", "1.987475 | \n", "0.537661 | \n", "2.536320 | \n", "... | \n", "6.817676 | \n", "0.545043 | \n", "1.215758 | \n", "1.782836 | \n", "0.428401 | \n", "6.700487 | \n", "1.679198 | \n", "7.020179 | \n", "0.413865 | \n", "1.360286 | \n", "
| 17 | \n", "5.721497 | \n", "5.161008 | \n", "5.788275 | \n", "6.206659 | \n", "2.211076 | \n", "4.638278 | \n", "6.255699 | \n", "5.187101 | \n", "7.480752 | \n", "4.545146 | \n", "... | \n", "5.981621 | \n", "7.493931 | \n", "5.871543 | \n", "5.449881 | \n", "7.180367 | \n", "6.873996 | \n", "5.560558 | \n", "6.217458 | \n", "7.176955 | \n", "5.932460 | \n", "
| 18 | \n", "1.988442 | \n", "0.499152 | \n", "0.617281 | \n", "5.544727 | \n", "6.182679 | \n", "1.021811 | \n", "3.859541 | \n", "0.472855 | \n", "2.042671 | \n", "1.116009 | \n", "... | \n", "5.319092 | \n", "2.077542 | \n", "0.435431 | \n", "0.210613 | \n", "1.655828 | \n", "5.329223 | \n", "0.100071 | \n", "5.536886 | \n", "1.658054 | \n", "0.283129 | \n", "
| 19 | \n", "2.230139 | \n", "1.001594 | \n", "0.629495 | \n", "5.861624 | \n", "6.606517 | \n", "1.518718 | \n", "4.093437 | \n", "0.973250 | \n", "1.565506 | \n", "1.610146 | \n", "... | \n", "5.645387 | \n", "1.604885 | \n", "0.396872 | \n", "0.716591 | \n", "1.165310 | \n", "5.574140 | \n", "0.602848 | \n", "5.852554 | \n", "1.169031 | \n", "0.225495 | \n", "
| 20 | \n", "2.727331 | \n", "4.470104 | \n", "4.823519 | \n", "3.848951 | \n", "9.588992 | \n", "4.757246 | \n", "2.236593 | \n", "4.475347 | \n", "5.058680 | \n", "4.833652 | \n", "... | \n", "3.807178 | \n", "5.117086 | \n", "4.580733 | \n", "4.345391 | \n", "4.730818 | \n", "2.961302 | \n", "4.326824 | \n", "3.830170 | \n", "4.745720 | \n", "4.264061 | \n", "
| 21 | \n", "2.297553 | \n", "0.825901 | \n", "0.396501 | \n", "5.893864 | \n", "6.361458 | \n", "1.324536 | \n", "4.170486 | \n", "0.794984 | \n", "1.670286 | \n", "1.411497 | \n", "... | \n", "5.671672 | \n", "1.703151 | \n", "0.152409 | \n", "0.561796 | \n", "1.293872 | \n", "5.647148 | \n", "0.453112 | \n", "5.885542 | \n", "1.294834 | \n", "0.180337 | \n", "
| 22 | \n", "2.273955 | \n", "1.039889 | \n", "0.625999 | \n", "5.907232 | \n", "6.627715 | \n", "1.554886 | \n", "4.135878 | \n", "1.011105 | \n", "1.518182 | \n", "1.645575 | \n", "... | \n", "5.691338 | \n", "1.557378 | \n", "0.401759 | \n", "0.756530 | \n", "1.118826 | \n", "5.616764 | \n", "0.642651 | \n", "5.898119 | \n", "1.122398 | \n", "0.266321 | \n", "
| 23 | \n", "3.373368 | \n", "2.019579 | \n", "1.204055 | \n", "7.021662 | \n", "7.085735 | \n", "2.465801 | \n", "5.210515 | \n", "1.987298 | \n", "0.529282 | \n", "2.538548 | \n", "... | \n", "6.809866 | \n", "0.538203 | \n", "1.215155 | \n", "1.781241 | \n", "0.412393 | \n", "6.690564 | \n", "1.677168 | \n", "7.012034 | \n", "0.397893 | \n", "1.356150 | \n", "
| 24 | \n", "3.061395 | \n", "4.888211 | \n", "5.631341 | \n", "0.796153 | \n", "8.275103 | \n", "4.849555 | \n", "1.246051 | \n", "4.911903 | \n", "6.669877 | \n", "4.873607 | \n", "... | \n", "0.765930 | \n", "6.723517 | \n", "5.446656 | \n", "4.949175 | \n", "6.260739 | \n", "0.450751 | \n", "5.002902 | \n", "0.777922 | \n", "6.271624 | \n", "5.175533 | \n", "
| 25 | \n", "3.001721 | \n", "4.727999 | \n", "5.061577 | \n", "4.000947 | \n", "9.864996 | \n", "5.023083 | \n", "2.464372 | \n", "4.732550 | \n", "5.236883 | \n", "5.100393 | \n", "... | \n", "3.973937 | \n", "5.295146 | \n", "4.817953 | \n", "4.597239 | \n", "4.919959 | \n", "3.086350 | \n", "4.575751 | \n", "3.981883 | \n", "4.935047 | \n", "4.502087 | \n", "
| 26 | \n", "3.971509 | \n", "2.730833 | \n", "1.914575 | \n", "7.623043 | \n", "7.668399 | \n", "3.178099 | \n", "5.766470 | \n", "2.698610 | \n", "0.335323 | \n", "3.249989 | \n", "... | \n", "7.419246 | \n", "0.278772 | \n", "1.925743 | \n", "2.487252 | \n", "0.739931 | \n", "7.238062 | \n", "2.380927 | \n", "7.612537 | \n", "0.729594 | \n", "2.044785 | \n", "
| 27 | \n", "4.661525 | \n", "4.548637 | \n", "5.305764 | \n", "4.770735 | \n", "3.533046 | \n", "4.055865 | \n", "4.930908 | \n", "4.578880 | \n", "7.011088 | \n", "3.976567 | \n", "... | \n", "4.547485 | \n", "7.034669 | \n", "5.331463 | \n", "4.827759 | \n", "6.661241 | \n", "5.455998 | \n", "4.941635 | \n", "4.781711 | \n", "6.660841 | \n", "5.318092 | \n", "
| 28 | \n", "4.110928 | \n", "2.293540 | \n", "1.508387 | \n", "7.641870 | \n", "6.214769 | \n", "2.527046 | \n", "5.983501 | \n", "2.265456 | \n", "1.655829 | \n", "2.557760 | \n", "... | \n", "7.409529 | \n", "1.624519 | \n", "1.708278 | \n", "2.192023 | \n", "1.699551 | \n", "7.453621 | \n", "2.135908 | \n", "7.634966 | \n", "1.684790 | \n", "2.007120 | \n", "
| 29 | \n", "2.392312 | \n", "1.227472 | \n", "0.732337 | \n", "6.037266 | \n", "6.784782 | \n", "1.740498 | \n", "4.241953 | \n", "1.198411 | \n", "1.343230 | \n", "1.830366 | \n", "... | \n", "5.824694 | \n", "1.384565 | \n", "0.540194 | \n", "0.944975 | \n", "0.938186 | \n", "5.723246 | \n", "0.831089 | \n", "6.027759 | \n", "0.942580 | \n", "0.454964 | \n", "
| 30 | \n", "2.491369 | \n", "4.248072 | \n", "4.619014 | \n", "3.735797 | \n", "9.352320 | \n", "4.528191 | \n", "2.054982 | \n", "4.253926 | \n", "4.907636 | \n", "4.603812 | \n", "... | \n", "3.680274 | \n", "4.966090 | \n", "4.377157 | \n", "4.128810 | \n", "4.570437 | \n", "2.877173 | \n", "4.112878 | \n", "3.717340 | \n", "4.585149 | \n", "4.060017 | \n", "
| 31 | \n", "2.042856 | \n", "3.848772 | \n", "4.268870 | \n", "3.490453 | \n", "8.890213 | \n", "4.105762 | \n", "1.690192 | \n", "3.856490 | \n", "4.689088 | \n", "4.178584 | \n", "... | \n", "3.408118 | \n", "4.747350 | \n", "4.030363 | \n", "3.746226 | \n", "4.331734 | \n", "2.701038 | \n", "3.738032 | \n", "3.472806 | \n", "4.345910 | \n", "3.713213 | \n", "
| 32 | \n", "2.200662 | \n", "0.828237 | \n", "0.508592 | \n", "5.808248 | \n", "6.426399 | \n", "1.341205 | \n", "4.072343 | \n", "0.798967 | \n", "1.697951 | \n", "1.431598 | \n", "... | \n", "5.587817 | \n", "1.733870 | \n", "0.263684 | \n", "0.548287 | \n", "1.309058 | \n", "5.550330 | \n", "0.434730 | \n", "5.799701 | \n", "1.311367 | \n", "0.081993 | \n", "
| 33 | \n", "3.092739 | \n", "1.739633 | \n", "0.949892 | \n", "6.737597 | \n", "6.930871 | \n", "2.198855 | \n", "4.938042 | \n", "1.707502 | \n", "0.760664 | \n", "2.274959 | \n", "... | \n", "6.524328 | \n", "0.784365 | \n", "0.934541 | \n", "1.494681 | \n", "0.473998 | \n", "6.418989 | \n", "1.389028 | \n", "6.728146 | \n", "0.466248 | \n", "1.063513 | \n", "
| 34 | \n", "4.062902 | \n", "2.811675 | \n", "1.989924 | \n", "7.714464 | \n", "7.707192 | \n", "3.254656 | \n", "5.857569 | \n", "2.779407 | \n", "0.424903 | \n", "3.325493 | \n", "... | \n", "7.510628 | \n", "0.369103 | \n", "2.006955 | \n", "2.570486 | \n", "0.831336 | \n", "7.328927 | \n", "2.464785 | \n", "7.703960 | \n", "0.821018 | \n", "2.131207 | \n", "
| 35 | \n", "2.412964 | \n", "0.824310 | \n", "0.249837 | \n", "5.990674 | \n", "6.262406 | \n", "1.295602 | \n", "4.286475 | \n", "0.792166 | \n", "1.667277 | \n", "1.377232 | \n", "... | \n", "5.766003 | \n", "1.695807 | \n", "0.019980 | \n", "0.590839 | \n", "1.310595 | \n", "5.760684 | \n", "0.495394 | \n", "5.982682 | \n", "1.309801 | \n", "0.317819 | \n", "
| 36 | \n", "2.005453 | \n", "0.192016 | \n", "0.997265 | \n", "5.313177 | \n", "5.544317 | \n", "0.331624 | \n", "3.794512 | \n", "0.217929 | \n", "2.658271 | \n", "0.427329 | \n", "... | \n", "5.073914 | \n", "2.686445 | \n", "0.971371 | \n", "0.480702 | \n", "2.295840 | \n", "5.218909 | \n", "0.591421 | \n", "5.307536 | \n", "2.295969 | \n", "0.966086 | \n", "
| 37 | \n", "3.447816 | \n", "5.122267 | \n", "5.917246 | \n", "0.258265 | \n", "7.932268 | \n", "5.006380 | \n", "1.819885 | \n", "5.148906 | \n", "7.095550 | \n", "5.015702 | \n", "... | \n", "0.000000 | \n", "7.146819 | \n", "5.753931 | \n", "5.222953 | \n", "6.680530 | \n", "1.061034 | \n", "5.290118 | \n", "0.260593 | \n", "6.690248 | \n", "5.505982 | \n", "
| 38 | \n", "3.699037 | \n", "2.518697 | \n", "1.730613 | \n", "7.349403 | \n", "7.603056 | \n", "2.983183 | \n", "5.488969 | \n", "2.486769 | \n", "0.058454 | \n", "3.059245 | \n", "... | \n", "7.146819 | \n", "0.000000 | \n", "1.715309 | \n", "2.264854 | \n", "0.466515 | \n", "6.959940 | \n", "2.155878 | \n", "7.338780 | \n", "0.457382 | \n", "1.807876 | \n", "
| 39 | \n", "2.404622 | \n", "0.805197 | \n", "0.244921 | \n", "5.978949 | \n", "6.245052 | \n", "1.275673 | \n", "4.278065 | \n", "0.773025 | \n", "1.686901 | \n", "1.357261 | \n", "... | \n", "5.753931 | \n", "1.715309 | \n", "0.000000 | \n", "0.573756 | \n", "1.330556 | \n", "5.751738 | \n", "0.479656 | \n", "5.971005 | \n", "1.329751 | \n", "0.317377 | \n", "
| 40 | \n", "1.953986 | \n", "0.288873 | \n", "0.695853 | \n", "5.452847 | \n", "5.992522 | \n", "0.812217 | \n", "3.812646 | \n", "0.263506 | \n", "2.232070 | \n", "0.907073 | \n", "... | \n", "5.222953 | \n", "2.264854 | \n", "0.573756 | \n", "0.000000 | \n", "1.852364 | \n", "5.272430 | \n", "0.113885 | \n", "5.445628 | \n", "1.853911 | \n", "0.491097 | \n", "
| 41 | \n", "3.232718 | \n", "2.119326 | \n", "1.392195 | \n", "6.883566 | \n", "7.404850 | \n", "2.605959 | \n", "5.028177 | \n", "2.088139 | \n", "0.417102 | \n", "2.687763 | \n", "... | \n", "6.680530 | \n", "0.466515 | \n", "1.330556 | \n", "1.852364 | \n", "0.000000 | \n", "6.501348 | \n", "1.740457 | \n", "6.873003 | \n", "0.015654 | \n", "1.378238 | \n", "
| 42 | \n", "3.349753 | \n", "5.228514 | \n", "5.945374 | \n", "0.981970 | \n", "8.725853 | \n", "5.218645 | \n", "1.481333 | \n", "5.250875 | \n", "6.905076 | \n", "5.247484 | \n", "... | \n", "1.061034 | \n", "6.959940 | \n", "5.751738 | \n", "5.272430 | \n", "6.501348 | \n", "0.000000 | \n", "5.319849 | \n", "0.962549 | \n", "6.512884 | \n", "5.470972 | \n", "
| 43 | \n", "1.988170 | \n", "0.400413 | \n", "0.629202 | \n", "5.517946 | \n", "6.085721 | \n", "0.922308 | \n", "3.854608 | \n", "0.373512 | \n", "2.122394 | \n", "1.016249 | \n", "... | \n", "5.290118 | \n", "2.155878 | \n", "0.479656 | \n", "0.113885 | \n", "1.740457 | \n", "5.319849 | \n", "0.000000 | \n", "5.510418 | \n", "1.742191 | \n", "0.377366 | \n", "
| 44 | \n", "3.642521 | \n", "5.351613 | \n", "6.138600 | \n", "0.019532 | \n", "8.181785 | \n", "5.246818 | \n", "1.946689 | \n", "5.377809 | \n", "7.286840 | \n", "5.258009 | \n", "... | \n", "0.260593 | \n", "7.338780 | \n", "5.971005 | \n", "5.445628 | \n", "6.873003 | \n", "0.962549 | \n", "5.510418 | \n", "0.000000 | \n", "6.883035 | \n", "5.718032 | \n", "
| 45 | \n", "3.242434 | \n", "2.119995 | \n", "1.388683 | \n", "6.893570 | \n", "7.397035 | \n", "2.605329 | \n", "5.039425 | \n", "2.088744 | \n", "0.408922 | \n", "2.686810 | \n", "... | \n", "6.690248 | \n", "0.457382 | \n", "1.329751 | \n", "1.853911 | \n", "0.015654 | \n", "6.512884 | \n", "1.742191 | \n", "6.883035 | \n", "0.000000 | \n", "1.381048 | \n", "
| 46 | \n", "2.121221 | \n", "0.776542 | \n", "0.559538 | \n", "5.726557 | \n", "6.410958 | \n", "1.295189 | \n", "3.993454 | \n", "0.748495 | \n", "1.771010 | \n", "1.387397 | \n", "... | \n", "5.505982 | \n", "1.807876 | \n", "0.317377 | \n", "0.491097 | \n", "1.378238 | \n", "5.470972 | \n", "0.377366 | \n", "5.718032 | \n", "1.381048 | \n", "0.000000 | \n", "
47 rows × 47 columns
\n", "